Definition of patter:
the soft sound of feet
walking on a hard surface; one who pat
"I could hear the patter of the burglar, so I hid in the linen closet."
to make irregularly repeated sounds of low-to-moderate magnitude and lower-than-average pitch
"the bullets pattered in the log-cabin walls."